{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "7a661339-5448-4cb3-a879-b9a5d69f7fa3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x720 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import cv2 as cv\n",
    "import numpy as np\n",
    "\n",
    "# 读取pupil.tiff灰度图\n",
    "img = cv.imread('pupil.tiff', 0)\n",
    "\n",
    "\n",
    "# 给图形做极大极小值归一  min  max  normalization\n",
    "img_max = img.max()  # 获取img最大值\n",
    "\n",
    "img_min = img.min()  # 获取img最小值\n",
    "\n",
    "img_minmax_equalize_hist = (img - img_min) / (img_max - img_min)  # 得到img进行极小极大值归一的结果\n",
    "\n",
    "img_equalize_hist_1 = cv.equalizeHist(img)  # 用OpenCV直接进行全局直方图均衡\n",
    "\n",
    "hist, _ = np.histogram(img.flatten(), 256, [0, 256])  # 获得img的直方图(分256个区间)\n",
    "\n",
    "cdf = hist.cumsum()  # 获得hist对应的累积直方图\n",
    "\n",
    "cdf = (cdf - cdf.min())/(cdf.max()-cdf.min())  # 把累积直方图进行均值归一获得累积频率直方图\n",
    "\n",
    "img_equalize_hist_2 = cdf[img]  # 通过累积频率直方图对img进行全局直方图均衡\n",
    "\n",
    "# 创建一个CLAHE算法对象,  8*8的小窗,  阈值为6\n",
    "CLAHE = cv.createCLAHE(clipLimit=6.0, tileGridSize=(8, 8))\n",
    "\n",
    "img_equalize_adapthist = CLAHE.apply(img)  # 使用CLAHE  进行自适应直方图均衡\n",
    "\n",
    "fg, ax = plt.subplots(5, 2, figsize=(5, 10))\n",
    "#  用完整的数据范围打印图像及其直方图\n",
    "ax[0, 0].imshow(img, cmap='gray', vmin=0, vmax=255)\n",
    "ax[0, 1].set_title('original low contrast image')\n",
    "ax[0, 1].hist(img.ravel(), bins=256, range=[0, 255])\n",
    "\n",
    "#  最小最大值归一\n",
    "ax[1, 0].imshow(img_minmax_equalize_hist,  cmap='gray', vmin=0, vmax=1)\n",
    "ax[1, 1].set_title('min-max  normalized  image')\n",
    "ax[1, 1].hist(img_minmax_equalize_hist.ravel(), bins=256, range=[0, 1])\n",
    "\n",
    "#  全局直方图均衡\n",
    "ax[2, 0].imshow(img_equalize_hist_1, cmap='gray')\n",
    "ax[2, 1].set_title('global  equalization: OpenCV')\n",
    "ax[2, 1].hist(img_equalize_hist_1.ravel(), bins=256)\n",
    "\n",
    "ax[3, 0].imshow(img_equalize_hist_2, cmap='gray')\n",
    "ax[3, 1].set_title('global  equalization: Numpy')\n",
    "ax[3, 1].hist(img_equalize_hist_2.ravel(), bins=256)\n",
    "\n",
    "#  自适应直方图均衡\n",
    "ax[4, 0].imshow(img_equalize_adapthist, cmap='gray')\n",
    "ax[4, 1].set_title('CLAHE: 8*8, 2')\n",
    "ax[4, 1].hist(img_equalize_adapthist.ravel(), bins=256)\n",
    "\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('out.png', bbox_inches='tight')\n",
    "plt.show()\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
